{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "import numpy as np\n",
    "import cv2\n",
    "from pathlib import Path\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "image_path = Path(\"appa-real/appa-real-release/train\")\n",
    "ignore_list = \"appa-real/ignore_list.txt\"\n",
    "\n",
    "with open(ignore_list, \"r\") as f:\n",
    "    ignore_image_names = f.readlines()\n",
    "\n",
    "ignore_image_paths = [str(image_path.joinpath(image_name.strip() + \"_face.jpg\")) for image_name in ignore_image_names]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "def show_imgs(img_paths):\n",
    "    cols, rows = 5, 3\n",
    "    img_num = cols * rows\n",
    "    img_ids = np.random.choice(len(img_paths), img_num, replace=False)\n",
    "\n",
    "    for i, img_id in enumerate(img_ids):\n",
    "        plt.subplot(rows, cols, i + 1)\n",
    "        img = cv2.imread(img_paths[img_id])\n",
    "        plt.imshow(cv2.cvtColor(img, cv2.COLOR_BGR2RGB))\n",
    "        plt.axis('off')\n",
    "    \n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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HvX7/W9LyKCWg1KZ46V5wRnaxadCytdxNx2CB121z+HW+wilt7Yy2hdy3WrHK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3Njg91Gnq/Jd5fPf696vrpRLzCpqKnHIwwOmap1MJjTfSS7tzzHrO7lbN+2m0VLlrBz63PEYnH6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\nAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10e90e9e8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "show_imgs(ignore_image_paths)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    ""
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 2",
   "language": "python",
   "name": "python2"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2.0
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 0
}